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Record W659011609

A Comparative Analysis of Civil Engineering Program Standards in Canada, the United States and Europe

2009· article· en· W659011609 on OpenAlexaboutno aff
S A Perkins

Bibliographic record

VenueITE journal · 2009
Typearticle
Languageen
FieldEngineering
TopicEngineering Education and Curriculum Development
Canadian institutionsnot available
Fundersnot available
KeywordsAccreditationBachelorBologna ProcessBologna declarationEngineering educationEngineeringCivil engineeringEngineering ethicsPolitical scienceHigher educationEngineering managementLaw
DOInot available

Abstract

fetched live from OpenAlex

This article examines the educational preparation of transportation engineers, and makes suggestions on how undergraduate civil engineering programs in both Canada and the United States can be improved. A survey of U.S. universities with accredited undergraduate civil engineering programs found that 81% of the 90 programs required only a single transportation engineering course. A similar survey of 26 Canadian universities with accredited undergraduate engineering programs determined that 62 % of the programs had one course or less in transportation engineering. These findings suggest that both American and Canadian civil engineer graduates had insufficient knowledge to function effectively and efficiently at a professional standard in transportation engineering. A four-year undergraduate program does not allow enough time to study all the areas within civil engineering with sufficient depth. Europe, in contrast, has recently recognized the need to increase the preparation time for specialization in the professions. Education ministers from 29 European countries signed the Bologna Declaration in 1999. The Bologna Process involves the harmonization of European degrees into the bachelor, master and doctorate structure. With its emphasis on a uniform degree structure in Europe, the Bologna Process has affected the professional preparation of engineers. Engineers are now required to take three years of basic engineering to attain a bachelor's degree. This study is followed by two years of specialization in an area of professional practice, culminating in a master's degree. It is suggested that North American faculties of civil engineering should consider the Bologna Process model for three years of basic engineering and two years of specialization for practicing as a professional licensed engineer.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.964
Threshold uncertainty score0.263

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0090.015
Science and technology studies0.0030.001
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.007
GPT teacher head0.240
Teacher spread0.233 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2009
Admission routes1
Has abstractyes

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